Pandas Profiling Report

Dataset statistics

Number of variables	18
Number of observations	5000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	703.2 KiB
Average record size in memory	144.0 B

Variable types

NUM	17
CAT	1

Warnings

`T(C)` has constant value "5000"	Constant
`Vol(aq)` is highly correlated with `b(H2O)`	High correlation
`b(H2O)` is highly correlated with `Vol(aq)`	High correlation
`nCa(s)` is highly correlated with `b(CaO)`	High correlation
`b(CaO)` is highly correlated with `nCa(s)`	High correlation
`nSi(s_reac)` is highly correlated with `b(SiO2)`	High correlation
`b(SiO2)` is highly correlated with `nSi(s_reac)`	High correlation
`nCa(CSHQ)` is highly correlated with `mCSHQ` and 2 other fields	High correlation
`mCSHQ` is highly correlated with `nCa(CSHQ)` and 3 other fields	High correlation
`nSi(CSHQ)` is highly correlated with `mCSHQ`	High correlation
`nH2O(CSHQ)` is highly correlated with `mCSHQ` and 2 other fields	High correlation
`C/S(CSHQ)` is highly correlated with `pH`	High correlation
`pH` is highly correlated with `C/S(CSHQ)`	High correlation
`nGelPW(CSH)` is highly correlated with `mCSHQ` and 2 other fields	High correlation
`nCa(s)` is uniformly distributed	Uniform
`b(CaO)` has unique values	Unique
`b(SiO2)` has unique values	Unique
`b(H2O)` has unique values	Unique
`nSi(aq)` has unique values	Unique
`nSi(s_reac)` has unique values	Unique
`nPortlandite` has 1872 (37.4%) zeros	Zeros
`nAmor-Sl` has 4414 (88.3%) zeros	Zeros

Reproduction

Analysis started	2022-11-01 15:13:49.427343
Analysis finished	2022-11-01 15:15:24.616513
Duration	1 minute and 35.19 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

T(C)
Categorical

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	39.1 KiB

25	5000

Frequencies
Length

Value	Count	Frequency (%)
25	5000	100.0%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	4
Median length	4
Mean length	4
Min length	4

b(CaO)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	5000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.9500005856
Minimum	0.1002878
Maximum	1.799994
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	0.1002878
5-th percentile	0.18512509
Q1	0.525001725
median	0.94990835
Q3	1.3748415
95-th percentile	1.71475115
Maximum	1.799994
Range	1.6997062
Interquartile range (IQR)	0.849839775

Descriptive statistics

Standard deviation	0.4907955093
Coefficient of variation (CV)	0.5166265334
Kurtosis	-1.199992227
Mean	0.9500005856
Median Absolute Deviation (MAD)	0.4249746
Skewness	7.156988582e-06
Sum	4750.002928
Variance	0.2408802319
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.5080603	1	< 0.1%
0.241363	1	< 0.1%
0.4259764	1	< 0.1%
1.478151	1	< 0.1%
1.513623	1	< 0.1%
0.276001	1	< 0.1%
0.9899634	1	< 0.1%
1.366035	1	< 0.1%
0.2930597	1	< 0.1%
1.07924	1	< 0.1%
Other values (4990)	4990	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1002878	1	< 0.1%
0.1005322	1	< 0.1%
0.1007836	1	< 0.1%
0.1010879	1	< 0.1%
0.101497	1	< 0.1%

Value	Count	Frequency (%)
1.799994	1	< 0.1%
1.799523	1	< 0.1%
1.799185	1	< 0.1%
1.798945	1	< 0.1%
1.798358	1	< 0.1%

b(SiO2)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	5000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4499995845
Minimum	0.2000555
Maximum	0.699901
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	0.2000555
5-th percentile	0.22502607
Q1	0.325049325
median	0.449969
Q3	0.57494485
95-th percentile	0.674954545
Maximum	0.699901
Range	0.4998455
Interquartile range (IQR)	0.249895525

Descriptive statistics

Standard deviation	0.1443523193
Coefficient of variation (CV)	0.320783228
Kurtosis	-1.200006387
Mean	0.4499995845
Median Absolute Deviation (MAD)	0.1249792
Skewness	4.178746263e-06
Sum	2249.997923
Variance	0.0208375921
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3040813	1	< 0.1%
0.6502606	1	< 0.1%
0.4433683	1	< 0.1%
0.421444	1	< 0.1%
0.4912297	1	< 0.1%
0.5393237	1	< 0.1%
0.2950327	1	< 0.1%
0.6731542	1	< 0.1%
0.3535013	1	< 0.1%
0.687377	1	< 0.1%
Other values (4990)	4990	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.2000555	1	< 0.1%
0.2001998	1	< 0.1%
0.2002261	1	< 0.1%
0.2003849	1	< 0.1%
0.2004213	1	< 0.1%

Value	Count	Frequency (%)
0.699901	1	< 0.1%
0.6998958	1	< 0.1%
0.6997281	1	< 0.1%
0.6996834	1	< 0.1%
0.699528	1	< 0.1%

b(H2O)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	5000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.550848675
Minimum	2.77561
Maximum	8.325583
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	2.77561
5-th percentile	3.0535027
Q1	4.163307
median	5.550589
Q3	6.93849475
95-th percentile	8.0487441
Maximum	8.325583
Range	5.549973
Interquartile range (IQR)	2.77518775

Descriptive statistics

Standard deviation	1.602547853
Coefficient of variation (CV)	0.2887032141
Kurtosis	-1.200010962
Mean	5.550848675
Median Absolute Deviation (MAD)	1.3877115
Skewness	-5.04983298e-07
Sum	27754.24338
Variance	2.568159622
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
3.438876	1	< 0.1%
6.394522	1	< 0.1%
4.321408	1	< 0.1%
6.153127	1	< 0.1%
6.298958	1	< 0.1%
4.887417	1	< 0.1%
5.535676	1	< 0.1%
7.154882	1	< 0.1%
5.089636	1	< 0.1%
5.413216	1	< 0.1%
Other values (4990)	4990	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.77561	1	< 0.1%
2.776915	1	< 0.1%
2.77821	1	< 0.1%
2.779427	1	< 0.1%
2.780709	1	< 0.1%

Value	Count	Frequency (%)
8.325583	1	< 0.1%
8.3248	1	< 0.1%
8.323673	1	< 0.1%
8.322807	1	< 0.1%
8.321669	1	< 0.1%

Vol(aq)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	4998
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.07414344758
Minimum	0.00616381
Maximum	0.1440867
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	0.00616381
5-th percentile	0.025499436
Q1	0.0490410625
median	0.07407904
Q3	0.0993776875
95-th percentile	0.12303019
Maximum	0.1440867
Range	0.13792289
Interquartile range (IQR)	0.050336625

Descriptive statistics

Standard deviation	0.03084359636
Coefficient of variation (CV)	0.4159989502
Kurtosis	-0.9364413312
Mean	0.07414344758
Median Absolute Deviation (MAD)	0.025199435
Skewness	0.0133111224
Sum	370.7172379
Variance	0.0009513274361
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1074627	2	< 0.1%
0.115745	2	< 0.1%
0.04606149	1	< 0.1%
0.05523214	1	< 0.1%
0.02318839	1	< 0.1%
0.0623443	1	< 0.1%
0.07491015	1	< 0.1%
0.07532654	1	< 0.1%
0.07710476	1	< 0.1%
0.07543177	1	< 0.1%
Other values (4988)	4988	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.00616381	1	< 0.1%
0.006170594	1	< 0.1%
0.007032155	1	< 0.1%
0.0080787	1	< 0.1%
0.008091427	1	< 0.1%

Value	Count	Frequency (%)
0.1440867	1	< 0.1%
0.1439272	1	< 0.1%
0.1431401	1	< 0.1%
0.1430983	1	< 0.1%
0.1426674	1	< 0.1%

pH
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1297
Distinct (%)	25.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	11.9775954
Minimum	9.70932
Maximum	12.47262
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	9.70932
5-th percentile	9.793655
Q1	11.8411225
median	12.47261
Q3	12.47261
95-th percentile	12.47261
Maximum	12.47262
Range	2.7633
Interquartile range (IQR)	0.6314875

Descriptive statistics

Standard deviation	0.8869026982
Coefficient of variation (CV)	0.07404680729
Kurtosis	1.53780882
Mean	11.9775954
Median Absolute Deviation (MAD)	0
Skewness	-1.742465985
Sum	59887.97699
Variance	0.7865963961
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
12.47261	3119	62.4%
9.793655	349	7.0%
9.793657	68	1.4%
9.793656	66	1.3%
9.793658	39	0.8%
9.793654	31	0.6%
9.793653	12	0.2%
9.793659	10	0.2%
12.47262	5	0.1%
9.793652	5	0.1%
Other values (1287)	1296	25.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
9.70932	1	< 0.1%
9.79365	1	< 0.1%
9.793651	4	0.1%
9.793652	5	0.1%
9.793653	12	0.2%

Value	Count	Frequency (%)
12.47262	5	0.1%
12.47261	3119	62.4%
12.4726	2	< 0.1%
12.47259	1	< 0.1%
12.47196	1	< 0.1%

nCa(aq)
Real number (ℝ_≥0)

Distinct	4998
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0009993655666
Minimum	3.227392e-05
Maximum	0.002708732
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	3.227392e-05
5-th percentile	7.1388688e-05
Q1	0.000289257
median	0.00091292075
Q3	0.00161603325
95-th percentile	0.00225606105
Maximum	0.002708732
Range	0.00267645808
Interquartile range (IQR)	0.00132677625

Descriptive statistics

Standard deviation	0.000737743178
Coefficient of variation (CV)	0.7382115241
Kurtosis	-1.139941692
Mean	0.0009993655666
Median Absolute Deviation (MAD)	0.0006533
Skewness	0.3369908685
Sum	4.996827833
Variance	5.442649967e-07
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.001300417	2	< 0.1%
0.0002694214	2	< 0.1%
0.0009336008	1	< 0.1%
0.002282689	1	< 0.1%
0.0001346443	1	< 0.1%
0.001518314	1	< 0.1%
0.001526757	1	< 0.1%
8.090159e-05	1	< 0.1%
0.001528888	1	< 0.1%
0.001810789	1	< 0.1%
Other values (4988)	4988	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
3.227392e-05	1	< 0.1%
3.354156e-05	1	< 0.1%
3.355427e-05	1	< 0.1%
3.560395e-05	1	< 0.1%
3.707615e-05	1	< 0.1%

Value	Count	Frequency (%)
0.002708732	1	< 0.1%
0.002676806	1	< 0.1%
0.002670394	1	< 0.1%
0.002666542	1	< 0.1%
0.002658562	1	< 0.1%

nCa(s)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIFORM

Distinct	4996
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.9490012225
Minimum	0.1001453
Maximum	1.79886
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	0.1001453
5-th percentile	0.185002265
Q1	0.524107175
median	0.9485624
Q3	1.37332175
95-th percentile	1.71374705
Maximum	1.79886
Range	1.6987147
Interquartile range (IQR)	0.849214575

Descriptive statistics

Standard deviation	0.4904275505
Coefficient of variation (CV)	0.5167828438
Kurtosis	-1.199874503
Mean	0.9490012225
Median Absolute Deviation (MAD)	0.42466755
Skewness	0.001352342864
Sum	4745.006112
Variance	0.2405191823
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.393957	2	< 0.1%
1.54305	2	< 0.1%
1.091379	2	< 0.1%
1.285253	2	< 0.1%
0.5071267	1	< 0.1%
0.241252	1	< 0.1%
1.512096	1	< 0.1%
0.2759201	1	< 0.1%
0.9884345	1	< 0.1%
1.364224	1	< 0.1%
Other values (4986)	4986	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1001453	1	< 0.1%
0.100395	1	< 0.1%
0.1006832	1	< 0.1%
0.1010309	1	< 0.1%
0.1014108	1	< 0.1%

Value	Count	Frequency (%)
1.79886	1	< 0.1%
1.798204	1	< 0.1%
1.797757	1	< 0.1%
1.797152	1	< 0.1%
1.796856	1	< 0.1%

nSi(aq)
Real number (ℝ_≥0)

UNIQUE

Distinct	5000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5.044689371e-05
Minimum	1.90563e-07
Maximum	0.000567797
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	1.90563e-07
5-th percentile	7.97064605e-07
Q1	1.76471575e-06
median	2.91812e-06
Q3	1.33703e-05
95-th percentile	0.000399605965
Maximum	0.000567797
Range	0.000567606437
Interquartile range (IQR)	1.160558425e-05

Descriptive statistics

Standard deviation	0.0001225131868
Coefficient of variation (CV)	2.428557595
Kurtosis	6.410266314
Mean	5.044689371e-05
Median Absolute Deviation (MAD)	1.4992935e-06
Skewness	2.746721691
Sum	0.2522344685
Variance	1.500948095e-08
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.424097e-06	1	< 0.1%
0.0004166784	1	< 0.1%
2.071284e-05	1	< 0.1%
2.315898e-06	1	< 0.1%
2.328828e-06	1	< 0.1%
0.0003037965	1	< 0.1%
2.332041e-06	1	< 0.1%
2.762065e-06	1	< 0.1%
4.381552e-05	1	< 0.1%
2.446297e-06	1	< 0.1%
Other values (4990)	4990	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.90563e-07	1	< 0.1%
1.907716e-07	1	< 0.1%
2.174086e-07	1	< 0.1%
2.497968e-07	1	< 0.1%
2.501578e-07	1	< 0.1%

Value	Count	Frequency (%)
0.000567797	1	< 0.1%
0.0005671953	1	< 0.1%
0.0005639793	1	< 0.1%
0.0005621577	1	< 0.1%
0.0005620456	1	< 0.1%

nSi(s_reac)
Real number (ℝ_≥0)

HIGH CORRELATION
UNIQUE

Distinct	5000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4499491376
Minimum	0.1995639
Maximum	0.6999001
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	0.1995639
5-th percentile	0.225023995
Q1	0.325030925
median	0.44995835
Q3	0.574935425
95-th percentile	0.674862215
Maximum	0.6999001
Range	0.5003362
Interquartile range (IQR)	0.2499045

Descriptive statistics

Standard deviation	0.1443316385
Coefficient of variation (CV)	0.3207732307
Kurtosis	-1.200020607
Mean	0.4499491376
Median Absolute Deviation (MAD)	0.12501135
Skewness	1.596846978e-05
Sum	2249.745688
Variance	0.02083162188
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.3040799	1	< 0.1%
0.6498439	1	< 0.1%
0.4433476	1	< 0.1%
0.4214417	1	< 0.1%
0.4912274	1	< 0.1%
0.5390199	1	< 0.1%
0.2950304	1	< 0.1%
0.6731514	1	< 0.1%
0.3534575	1	< 0.1%
0.6873746	1	< 0.1%
Other values (4990)	4990	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1995639	1	< 0.1%
0.200182	1	< 0.1%
0.2002223	1	< 0.1%
0.2003841	1	< 0.1%
0.2004198	1	< 0.1%

Value	Count	Frequency (%)
0.6999001	1	< 0.1%
0.6997267	1	< 0.1%
0.699526	1	< 0.1%
0.6994753	1	< 0.1%
0.6994536	1	< 0.1%

nPortlandite
Real number (ℝ_≥0)

ZEROS

Distinct	3129
Distinct (%)	62.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3504308244
Minimum	0
Maximum	1.449003
Zeros	1872
Zeros (%)	37.4%
Memory size	39.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0.2237832
Q3	0.647392675
95-th percentile	1.09328315
Maximum	1.449003
Range	1.449003
Interquartile range (IQR)	0.647392675

Descriptive statistics

Standard deviation	0.3848474338
Coefficient of variation (CV)	1.098212277
Kurtosis	-0.5636870133
Mean	0.3504308244
Median Absolute Deviation (MAD)	0.2237832
Skewness	0.7859318013
Sum	1752.154122
Variance	0.1481075473
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	1872	37.4%
0.0123825	1	< 0.1%
1.084558	1	< 0.1%
0.2760549	1	< 0.1%
0.2473901	1	< 0.1%
0.05559291	1	< 0.1%
0.6616482	1	< 0.1%
0.4633433	1	< 0.1%
0.1992233	1	< 0.1%
1.168443	1	< 0.1%
Other values (3119)	3119	62.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1872	37.4%
1.484875e-05	1	< 0.1%
0.0002155219	1	< 0.1%
0.0002280601	1	< 0.1%
0.0005462602	1	< 0.1%

Value	Count	Frequency (%)
1.449003	1	< 0.1%
1.426991	1	< 0.1%
1.426444	1	< 0.1%
1.42451	1	< 0.1%
1.420469	1	< 0.1%

nAmor-Sl
Real number (ℝ_≥0)

ZEROS

Distinct	587
Distinct (%)	11.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.02172151486
Minimum	0
Maximum	0.5185087
Zeros	4414
Zeros (%)	88.3%
Memory size	39.1 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0.1936624
Maximum	0.5185087
Range	0.5185087
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.07343233555
Coefficient of variation (CV)	3.380626813
Kurtosis	15.41392607
Mean	0.02172151486
Median Absolute Deviation (MAD)	0
Skewness	3.886794166
Sum	108.6075743
Variance	0.005392307904
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	4414	88.3%
0.140851	1	< 0.1%
0.1846636	1	< 0.1%
0.207764	1	< 0.1%
0.510302	1	< 0.1%
0.4229044	1	< 0.1%
0.03722688	1	< 0.1%
0.1698704	1	< 0.1%
0.2923791	1	< 0.1%
0.1301872	1	< 0.1%
Other values (577)	577	11.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	4414	88.3%
3.219659e-08	1	< 0.1%
0.00175383	1	< 0.1%
0.003170853	1	< 0.1%
0.003917762	1	< 0.1%

Value	Count	Frequency (%)
0.5185087	1	< 0.1%
0.510302	1	< 0.1%
0.4967697	1	< 0.1%
0.4949256	1	< 0.1%
0.4890564	1	< 0.1%

mCSHQ
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	4999
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.07901833647
Minimum	0.01858583
Maximum	0.1422003
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	0.01858583
5-th percentile	0.0335890675
Q1	0.05451588
median	0.076980125
Q3	0.10223545
95-th percentile	0.131111605
Maximum	0.1422003
Range	0.12361447
Interquartile range (IQR)	0.04771957

Descriptive statistics

Standard deviation	0.0299134072
Coefficient of variation (CV)	0.3785628569
Kurtosis	-0.8687011554
Mean	0.07901833647
Median Absolute Deviation (MAD)	0.02348445
Skewness	0.1755894464
Sum	395.0916824
Variance	0.0008948119304
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1056099	2	< 0.1%
0.06178062	1	< 0.1%
0.0489434	1	< 0.1%
0.06620324	1	< 0.1%
0.0856253	1	< 0.1%
0.09980382	1	< 0.1%
0.05120763	1	< 0.1%
0.05994201	1	< 0.1%
0.1367658	1	< 0.1%
0.04477363	1	< 0.1%
Other values (4989)	4989	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.01858583	1	< 0.1%
0.01863218	1	< 0.1%
0.01868565	1	< 0.1%
0.01875018	1	< 0.1%
0.01882068	1	< 0.1%

Value	Count	Frequency (%)
0.1422003	1	< 0.1%
0.1421651	1	< 0.1%
0.1421243	1	< 0.1%
0.1420152	1	< 0.1%
0.14197	1	< 0.1%

nCa(CSHQ)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	4999
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.5985703968
Minimum	0.1001453
Maximum	1.138752
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	0.1001453
5-th percentile	0.185002265
Q1	0.40001185
median	0.5792055
Q3	0.792780325
95-th percentile	1.0484764
Maximum	1.138752
Range	1.0386067
Interquartile range (IQR)	0.392768475

Descriptive statistics

Standard deviation	0.2566197023
Coefficient of variation (CV)	0.4287210054
Kurtosis	-0.8193980319
Mean	0.5985703968
Median Absolute Deviation (MAD)	0.1927739
Skewness	0.1721072064
Sum	2992.851984
Variance	0.06585367162
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7177801	2	< 0.1%
0.4947442	1	< 0.1%
0.4378463	1	< 0.1%
0.6897368	1	< 0.1%
0.4258418	1	< 0.1%
0.6856943	1	< 0.1%
0.799237	1	< 0.1%
0.2759201	1	< 0.1%
0.4800205	1	< 0.1%
1.095231	1	< 0.1%
Other values (4989)	4989	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.1001453	1	< 0.1%
0.100395	1	< 0.1%
0.1006832	1	< 0.1%
0.1010309	1	< 0.1%
0.1014108	1	< 0.1%

Value	Count	Frequency (%)
1.138752	1	< 0.1%
1.13847	1	< 0.1%
1.138143	1	< 0.1%
1.137269	1	< 0.1%
1.136907	1	< 0.1%

nSi(CSHQ)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	4999
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4282276226
Minimum	0.148386
Maximum	0.6999001
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	0.148386
5-th percentile	0.21274362
Q1	0.30032245
median	0.42105675
Q3	0.552095675
95-th percentile	0.669445875
Maximum	0.6999001
Range	0.5515141
Interquartile range (IQR)	0.251773225

Descriptive statistics

Standard deviation	0.1470406083
Coefficient of variation (CV)	0.3433702092
Kurtosis	-1.153331457
Mean	0.4282276226
Median Absolute Deviation (MAD)	0.1254675
Skewness	0.1182319873
Sum	2141.138113
Variance	0.0216209405
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2347042	2	< 0.1%
0.3040799	1	< 0.1%
0.6731514	1	< 0.1%
0.4239263	1	< 0.1%
0.4433476	1	< 0.1%
0.4214417	1	< 0.1%
0.4912274	1	< 0.1%
0.4088327	1	< 0.1%
0.2950304	1	< 0.1%
0.3534575	1	< 0.1%
Other values (4989)	4989	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.148386	1	< 0.1%
0.1487561	1	< 0.1%
0.149183	1	< 0.1%
0.1496982	1	< 0.1%
0.150261	1	< 0.1%

Value	Count	Frequency (%)
0.6999001	1	< 0.1%
0.6997267	1	< 0.1%
0.699526	1	< 0.1%
0.6994536	1	< 0.1%
0.69926	1	< 0.1%

nH2O(CSHQ)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	4997
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.094753231
Minimum	0.225046
Maximum	2.014349
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	0.225046
5-th percentile	0.41354726
Q1	0.748320975
median	1.063101
Q3	1.42460475
95-th percentile	1.8562683
Maximum	2.014349
Range	1.789303
Interquartile range (IQR)	0.676283775

Descriptive statistics

Standard deviation	0.4347075134
Coefficient of variation (CV)	0.3970826493
Kurtosis	-0.8332727123
Mean	1.094753231
Median Absolute Deviation (MAD)	0.337325
Skewness	0.1769507841
Sum	5473.766157
Variance	0.1889706222
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.034095	2	< 0.1%
1.510588	2	< 0.1%
1.106015	2	< 0.1%
0.8491127	1	< 0.1%
1.304806	1	< 0.1%
1.220082	1	< 0.1%
0.8706441	1	< 0.1%
1.212931	1	< 0.1%
1.413778	1	< 0.1%
0.6200461	1	< 0.1%
Other values (4987)	4987	99.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.225046	1	< 0.1%
0.2256072	1	< 0.1%
0.2262547	1	< 0.1%
0.227036	1	< 0.1%
0.2278897	1	< 0.1%

Value	Count	Frequency (%)
2.014349	1	< 0.1%
2.01385	1	< 0.1%
2.013272	1	< 0.1%
2.011726	1	< 0.1%
2.011085	1	< 0.1%

C/S(CSHQ)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	1298
Distinct (%)	26.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.391996242
Minimum	0.6737822
Maximum	1.627022
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	0.6737822
5-th percentile	0.6748973
Q1	1.15805375
median	1.627021
Q3	1.627021
95-th percentile	1.627021
Maximum	1.627022
Range	0.9532398
Interquartile range (IQR)	0.46896725

Descriptive statistics

Standard deviation	0.3581761674
Coefficient of variation (CV)	0.2573111598
Kurtosis	-0.409633022
Mean	1.391996242
Median Absolute Deviation (MAD)	0
Skewness	-1.133213753
Sum	6959.98121
Variance	0.1282901669
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.627021	2745	54.9%
1.62702	377	7.5%
0.6748973	356	7.1%
0.6748972	166	3.3%
0.6748974	45	0.9%
0.6748971	16	0.3%
0.6748975	2	< 0.1%
1.566433	2	< 0.1%
1.01076	2	< 0.1%
1.044967	1	< 0.1%
Other values (1288)	1288	25.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.6737822	1	< 0.1%
0.6748971	16	0.3%
0.6748972	166	3.3%
0.6748973	356	7.1%
0.6748974	45	0.9%

Value	Count	Frequency (%)
1.627022	1	< 0.1%
1.627021	2745	54.9%
1.62702	377	7.5%
1.627019	1	< 0.1%
1.627011	1	< 0.1%

nGelPW(CSH)
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	4999
Distinct (%)	> 99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.4513118892
Minimum	0.07688994
Maximum	0.8614756
Zeros	0
Zeros (%)	0.0%
Memory size	39.1 KiB

Quantile statistics

Minimum	0.07688994
5-th percentile	0.14287826
Q1	0.303305
median	0.4362231
Q3	0.595593475
95-th percentile	0.793085535
Maximum	0.8614756
Range	0.78458566
Interquartile range (IQR)	0.292288475

Descriptive statistics

Standard deviation	0.1928144846
Coefficient of variation (CV)	0.4272311215
Kurtosis	-0.787328097
Mean	0.4513118892
Median Absolute Deviation (MAD)	0.14275475
Skewness	0.1956199976
Sum	2256.559446
Variance	0.03717742547
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.4667913	2	< 0.1%
0.3742783	1	< 0.1%
0.8149757	1	< 0.1%
0.5187337	1	< 0.1%
0.6046297	1	< 0.1%
0.2118468	1	< 0.1%
0.3631396	1	< 0.1%
0.8285519	1	< 0.1%
0.2316833	1	< 0.1%
0.1852293	1	< 0.1%
Other values (4989)	4989	99.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.07688994	1	< 0.1%
0.07708163	1	< 0.1%
0.07730288	1	< 0.1%
0.07756983	1	< 0.1%
0.07786149	1	< 0.1%

Value	Count	Frequency (%)
0.8614756	1	< 0.1%
0.8612622	1	< 0.1%
0.8610151	1	< 0.1%
0.8603539	1	< 0.1%
0.8600799	1	< 0.1%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Count
Matrix

First rows

	T(C)	b(CaO)	b(SiO2)	b(H2O)	Vol(aq)	pH	nCa(aq)	nCa(s)	nSi(aq)	nSi(s_reac)	nPortlandite	nAmor-Sl	mCSHQ	nCa(CSHQ)	nSi(CSHQ)	nH2O(CSHQ)	C/S(CSHQ)	nGelPW(CSH)
0	25.0	0.508060	0.304081	3.438876	0.046061	12.472610	0.000934	0.507127	1.424097e-06	0.304080	0.012382	0.000000	0.061781	0.494744	0.304080	0.875158	1.627021	0.374278
1	25.0	1.258791	0.566548	4.655774	0.048550	12.472610	0.000984	1.257807	1.501005e-06	0.566546	0.336025	0.000000	0.115107	0.921782	0.566546	1.630550	1.627021	0.697336
2	25.0	1.396591	0.697116	4.671613	0.043398	12.472610	0.000880	1.395711	1.341699e-06	0.697115	0.261491	0.000000	0.141634	1.134221	0.697115	2.006333	1.627021	0.858048
3	25.0	1.461423	0.327679	7.328584	0.098560	12.472610	0.001998	1.459425	3.047140e-06	0.327676	0.926290	0.000000	0.066575	0.533135	0.327676	0.943068	1.627021	0.403321
4	25.0	0.667907	0.389925	7.342961	0.111745	12.472610	0.002265	0.665642	3.454804e-06	0.389922	0.031231	0.000000	0.079221	0.634411	0.389922	1.122216	1.627021	0.479938
5	25.0	1.500765	0.281533	2.850294	0.018012	12.472610	0.000365	1.500400	5.568708e-07	0.281532	1.042341	0.000000	0.057200	0.458059	0.281532	0.810264	1.627020	0.346525
6	25.0	1.790323	0.495306	5.919403	0.063382	12.472610	0.001285	1.789038	1.959534e-06	0.495304	0.983168	0.000000	0.100632	0.805870	0.495304	1.425511	1.627020	0.609648
7	25.0	0.197248	0.508264	3.305856	0.051725	9.793655	0.000054	0.197194	2.038197e-04	0.508060	0.000000	0.215876	0.036597	0.197194	0.292184	0.443133	0.674897	0.151402
8	25.0	1.281922	0.686701	2.983793	0.015221	12.472610	0.000309	1.281613	4.705838e-07	0.686701	0.164338	0.000000	0.139519	1.117276	0.686701	1.976360	1.627020	0.845229
9	25.0	1.584684	0.532110	7.294103	0.091092	12.472610	0.001846	1.582838	2.816162e-06	0.532107	0.717089	0.000000	0.108109	0.865749	0.532107	1.531431	1.627021	0.654946

Last rows

	T(C)	b(CaO)	b(SiO2)	b(H2O)	Vol(aq)	pH	nCa(aq)	nCa(s)	nSi(aq)	nSi(s_reac)	nPortlandite	mCSHQ	nCa(CSHQ)	nSi(CSHQ)	nH2O(CSHQ)	C/S(CSHQ)	nGelPW(CSH)
4990	25.0	1.796056	0.523922	4.684525	0.040330	12.47261	0.000817	1.795239	1.246846e-06	0.523921	0.942809	0.106446	0.852429	0.523921	1.507871	1.627021	0.644870
4991	25.0	0.278595	0.310959	7.293164	0.121262	11.42563	0.000210	0.278385	5.025417e-05	0.310908	0.000000	0.044767	0.278385	0.310908	0.581450	0.895393	0.215409
4992	25.0	0.471766	0.370235	3.330887	0.044199	12.02167	0.000284	0.471482	5.358847e-06	0.370230	0.000000	0.064610	0.471482	0.370230	0.883994	1.273484	0.338774
4993	25.0	1.505671	0.612041	6.405518	0.074665	12.47261	0.001513	1.504158	2.308359e-06	0.612038	0.508359	0.124349	0.995799	0.612038	1.761478	1.627021	0.753331
4994	25.0	0.747571	0.675435	4.218400	0.049785	11.76336	0.000174	0.747397	1.059425e-05	0.675425	0.000000	0.108844	0.747397	0.675425	1.462609	1.106559	0.539592
4995	25.0	1.173291	0.265235	2.943964	0.025986	12.47261	0.000527	1.172764	8.034066e-07	0.265234	0.741223	0.053888	0.431541	0.265234	0.763357	1.627021	0.326465
4996	25.0	1.128475	0.411329	7.925439	0.113463	12.47261	0.002300	1.126175	3.507885e-06	0.411325	0.456941	0.083570	0.669234	0.411325	1.183815	1.627021	0.506282
4997	25.0	1.601654	0.537747	7.424736	0.093018	12.47261	0.001885	1.599769	2.875722e-06	0.537744	0.724849	0.109255	0.874920	0.537744	1.547654	1.627021	0.661885
4998	25.0	1.655962	0.552659	7.347502	0.090305	12.47261	0.001830	1.654132	2.791928e-06	0.552656	0.754949	0.112284	0.899183	0.552656	1.590573	1.627021	0.680240
4999	25.0	0.436910	0.415702	2.900461	0.036707	11.68002	0.000106	0.436804	9.246345e-06	0.415692	0.000000	0.065120	0.436804	0.415692	0.868633	1.050787	0.319508

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows